# Image Classification on Tiny-ImageNet (beta=0.1)

Source: [Image Classification on Tiny-ImageNet (beta=0.1)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-beta-0-1>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:30:30.529Z

Evaluation of Image Classification performance on the Tiny-ImageNet dataset using the beta=0.1 configuration, measured by Accuracy.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Image Classification |
| Dataset (including any stated split) | Tiny-ImageNet (beta=0.1) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-beta-0-1.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedCLIP | 69.5 | Not recorded | 68fa78581e209131cea77deb |
| GGEUR | 66.86 | Not recorded | 68fa78581e209131cea77deb |
| FedTPG | 64.71 | Not recorded | 68fa78581e209131cea77deb |
| FedFA (CLIP+MLP) | 64.62 | Not recorded | 68fa78581e209131cea77deb |
| FEDGEN (CLIP+MLP) | 64.16 | Not recorded | 68fa78581e209131cea77deb |
| FedMix (CLIP+MLP) | 63.43 | Not recorded | 68fa78581e209131cea77deb |
| FedAvg (CLIP+MLP) | 60.1 | Not recorded | 68fa78581e209131cea77deb |

### FedCLIP

Accuracy: 69.5. Result ID: 699586c83badfaffe67fb376.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78581e209131cea77deb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ffb1e209131cea484b1.md>)

Recorded evaluation configuration: {"Federated Learning Algorithm":"FedCLIP"}. This record does not assert independent reproduction.

### GGEUR

Accuracy: 66.86. Result ID: 699586c83badfaffe67fb37b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78581e209131cea77deb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78581e209131cea77deb.md>)

[Implementation](<https://github.com/WeiDai-David/2025CVPR_GGEUR>)

Recorded evaluation configuration: {"Backbone":"CLIP+MLP","Federated Learning Algorithm":"FedAvg"}. This record does not assert independent reproduction.

### FedTPG

Accuracy: 64.71. Result ID: 699586c83badfaffe67fb375.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78581e209131cea77deb.md>)

Recorded evaluation configuration: {"Federated Learning Algorithm":"FedTPG"}. This record does not assert independent reproduction.

### FedFA (CLIP+MLP)

Accuracy: 64.62. Result ID: 699586c83badfaffe67fb379.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78581e209131cea77deb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e711e209131cea3fcca.md>)

Recorded evaluation configuration: {"Backbone":"CLIP+MLP","Federated Learning Algorithm":"FedFA"}. This record does not assert independent reproduction.

### FEDGEN (CLIP+MLP)

Accuracy: 64.16. Result ID: 699586c83badfaffe67fb378.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78581e209131cea77deb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260fe.md>)

Recorded evaluation configuration: {"Backbone":"CLIP+MLP","Federated Learning Algorithm":"FEDGEN"}. This record does not assert independent reproduction.

### FedMix (CLIP+MLP)

Accuracy: 63.43. Result ID: 699586c83badfaffe67fb377.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78581e209131cea77deb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a471e209131cea274d1.md>)

Recorded evaluation configuration: {"Backbone":"CLIP+MLP","Federated Learning Algorithm":"FedMix"}. This record does not assert independent reproduction.

### FedAvg (CLIP+MLP)

Accuracy: 60.1. Result ID: 699586c83badfaffe67fb37a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78581e209131cea77deb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40072.md>)

Recorded evaluation configuration: {"Backbone":"CLIP+MLP","Federated Learning Algorithm":"FedAvg"}. This record does not assert independent reproduction.

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